Search Machine Learning Repository:
All publications by Judea Pearl
authors venues years



Bandits with Unobserved Confounders: A Causal Approach
Elias Bareinboim, Andrew Forney and Judea Pearl
Advances in Neural Information Processing Systems 28, 2015


Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data
Karthika Mohan and Judea Pearl
Advances in Neural Information Processing Systems 27, 2014


Transportability from Multiple Environments with Limited Experiments: Completeness Results
Elias Bareinboim and Judea Pearl
Advances in Neural Information Processing Systems 27, 2014


Transportability from Multiple Environments with Limited Experiments
Elias Bareinboim, Sanghack Lee, Vasant Honavar and Judea Pearl
Advances in Neural Information Processing Systems 26, 2013


Graphical Models for Inference with Missing Data
Karthika Mohan, Judea Pearl and Jin Tian
Advances in Neural Information Processing Systems 26, 2013


Controlling Selection Bias in Causal Inference
Elias Bareinboim and Judea Pearl
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Complete Identification Methods for the Causal Hierarchy
Ilya Shpitser and Judea Pearl
Journal of Machine Learning Research, 2008